Project AURIONAI Use-Cases Research & Innovation
Moonshot AI
multimodal LLM

Kimi K3

Moonshot AI's open-weight 2.8T MoE flagship; base for Cognition SWE-2 and available in GitHub Copilot. Video input on the card is inconsistent (register C4, not checked).

Benchmark bars for Kimi K3 against other models on coding tasks, from the Kimi K3 blog.
Levelmodel
Classmultimodal LLM
Parameters2.8T
Context1,048,576
Released16 Jul 2026
Opennessopen weights restricted
Runs onhyperscale cluster, multi-GPU node
Statusactive

Benchmark Results

vendor-reportedindependent
Arena Text leaderboardhuman preference arena
kimi-k3-max; top open modelindependent
1,488 ±5
1,2001,4001,600

Score in Elo; the axis starts at 1,200, as Elo has no zero. Higher is better.

rank 16, Arena Text overall8 Oct 2026 arena.ai
Kimi K3 (Max)independent
44
03060

Score in index. Higher is better.

rank 3, Artificial Analysis open-weights viewartificialanalysis.ai, artificialanalysis.ai
maxindependent
44
03060

Score in index. Higher is better.

rank 31 of 205, AA leaderboard, 205 current models10 Oct 2026 artificialanalysis.ai
BrowseCompagents and tool use
vendor-reported
91.2
050100

Score in %. Higher is better.

Kimi Code harness; 67.3 with mini-SWE-agentvendor-reported
67.5
050100

Score in %. Higher is better.

Kimi Code harnessvendor-reported
81.2
04590

Score. Higher is better.

GPQA Diamondknowledge and reasoning
vendor-reported
93.5
050100

Score in %. Higher is better.

Humanity's Last Exam (HLE)knowledge and reasoning
with toolsvendor-reported
56
050100

Score in %. Higher is better.

without toolsvendor-reported
43.5
050100

Score in %. Higher is better.

OSWorld-Verifiedagents and tool use
vendor-reported
84.8
050100

Score in %. Higher is better.

Kimi Code harnessvendor-reported
77.8
050100

Score in %. Higher is better.

Claude Code harnessvendor-reported
42
04590

Score. Higher is better.

Terminal-Bench 2.1agents and tool use
vendor-reported
88.3
050100

Score in %. Higher is better.

Kimi Code harnessvendor-reported
88.3
050100

Score in %. Higher is better.

Where this comes from
Every score names who ran it: vendor-reported, maintainer-run or independent. A rank is shown with the population it was ranked in (gap rule 3).

Lineage

successorfinetune
SWE-1.7 to SWE-2: successor, medium confidenceKimi K2.5 to Kimi K2.6: successor, medium confidenceKimi K2.6 to Kimi K2.7 Code: finetune, high confidenceKimi K2.6 to Kimi K3: successor, medium confidenceKimi K3 to SWE-2: finetune, medium confidenceKimi K2.5Kimi K2.5Moonshot AI, Jan 2026Kimi K2.6Kimi K2.6Moonshot AI, Apr 2026SWE-1.7SWE-1.7Cognition (owns Windsurf)Kimi K2.7 CodeKimi K2.7 CodeMoonshot AI, Jun 2026Kimi K3Kimi K3Moonshot AI, Jul 2026SWE-2SWE-2Cognition (owns Windsurf), Sep 20…
Moonshot AIKimi K2.6 is the parent (successor)medium confidencenotes
Cognition (owns Windsurf)SWE-2 is a child (finetune)medium confidencepress claim
Where this comes from
Parent and child relations from model cards, Hugging Face base_model fields and the genealogy tables of the research notes. The tree shows two generations each way, 6 models. Confidence and evidence are the notes' own.

R&D Topics

Identity

Developer
Moonshot AI
Family
Kimi
Released
16 Jul 2026 sourcesinferred from page
Weights published
27 Jul 2026
Record checked
10 Oct 2026
Where this comes from
Developer and dates from the research notes. Release date is the vendor's public announcement; weights date is when open weights were published.

Architecture and Size

Architecture
MoE MoE, 896 experts, 16+2 active; KDA plus gated MLA hybrid attention
Total parameters
2.8T sources
Active parameters
104B
Checkpoint parameters
–
Context length
1,048,576 tokens
Input
text, image
Output
text
Where this comes from
Parameter counts as the developer states them. Where the checkpoint holds a different total, both are shown (register A16).

Openness and Access

Openness
open weights restricted
Licence
Kimi K3 License sources
Access routes
API, open weights download
Where this comes from
The licence file governs over registry tags and aggregator labels.

Deployment

Runs on
hyperscale cluster, multi-GPU node
Footprint
1.4 TB resident, 64+ accelerators (T2 multi-node cluster).
Runtimes
not in the notes
Where this comes from
Deployment tiers and runtimes as named in the notes. Footprint is the notes' figure, not a measurement by AURION.

Indonesia

Indonesian support
not stated
Regional languages
not in the notes
Jakarta hosting
unknown
Languages
not in the notes
Where this comes from
Indonesia fields are carried on every model; unknown is an allowed value.

Industry Use Cases

No industry use case links this model.

Sources

  1. Kimi K3 Tech Blog: Open Frontier Intelligence kimi.com https://www.kimi.com/blog/kimi-k3
  2. huggingface.co/api/models/moonshotai/Kimi-K3/commits/main https://huggingface.co/api/models/moonshotai/Kimi-K3/commits/main
  3. Moonshot Introduces 2.8T-Parameter Kimi K3, With Weights Due July 27 letsdatascience.com https://letsdatascience.com/news/kimi-k3-debuts-as-28-trillion-parameter-open-weight-model-cac7da05
  4. Kimi K3 (max) - Intelligence, Performance & Price Analysis | Artificial Analysis artificialanalysis.ai https://artificialanalysis.ai/models/kimi-k3
  5. Model Inference Pricing Explanation - Kimi API Platform platform.kimi.ai https://platform.kimi.ai/docs/pricing/chat
  6. Kimi K3 Open Weights Ship: 2.8T Parameters, 1.4 TB to Run rits.shanghai.nyu.edu https://rits.shanghai.nyu.edu/ai/kimi-k3-open-weights-ship-2-8t-parameters-1-4-tb-to-run/
  7. huggingface.co/moonshotai/Kimi-K3 https://huggingface.co/moonshotai/Kimi-K3
  8. Text Arena: LLM Rankings & AI Model Benchmarks arena.ai https://arena.ai/leaderboard/chat/text
  9. Supported AI models in GitHub Copilot - GitHub Docs docs.github.com https://docs.github.com/en/copilot/reference/ai-models/supported-models
  10. huggingface.co/moonshotai https://huggingface.co/moonshotai
  11. huggingface.co/moonshotai/Kimi-K3/blob/main/LICENSE https://huggingface.co/moonshotai/Kimi-K3/blob/main/LICENSE

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Kimi K3", https://aurion.semai.id/models/moonshot-ai-kimi-k3/, records of October 2026.